GripSee:: A gesture-controlled robot for object perception and manipulation

被引:31
作者
Becker, M [1 ]
Kefalea, E
Maël, E
Von Der Malsburg, C
Pagel, M
Triesch, J
Vorbrüggen, JC
Würtz, RP
Zadel, S
机构
[1] Ruhr Univ Bochum, Inst Neuroinformat, D-44780 Bochum, Germany
[2] Univ So Calif, Dept Comp Sci, Los Angeles, CA 90089 USA
关键词
service robot; human-robot interaction; stereo vision; gesture recognition; hand tracking; object recognition; fixation; grasping; grip; perception; skill; behavior;
D O I
10.1023/A:1008839628783
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We have designed a research platform for a perceptually guided robot, which also serves as a demonstrator for a coming generation of service robots. In order to operate semi-autonomously, these require a capacity for learning about their environment and tasks, and will have to interact directly with their human operators. Thus, they must be supplied with skills in the fields of human-computer interaction, vision, and manipulation. GripSee is able to autonomously grasp and manipulate objects on a table in front of it. The choice of object, the grip to be used, and the desired final position are indicated by an operator using hand gestures. Grasping is performed similar to human behavior: the object is first fixated, then its form, size, orientation, and position are determined, a grip is planned, and finally the object is grasped, moved to a new position, and released. As a final example for useful autonomous behavior we show how the calibration of the robot's image-to-world coordinate transform can be learned from experience, thus making detailed and unstable calibration of this important subsystem superfluous. The integration concepts developed at our institute have led to a flexible library of robot skills that can be easily recombined for a variety of useful behaviors.
引用
收藏
页码:203 / 221
页数:19
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